Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 29965 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.7 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 3 |
PAY_SEPT is highly overall correlated with PAY_AUG and 2 other fields | High correlation |
PAY_AUG is highly overall correlated with PAY_SEPT and 7 other fields | High correlation |
PAY_JUL is highly overall correlated with PAY_SEPT and 9 other fields | High correlation |
PAY_JUN is highly overall correlated with PAY_SEPT and 10 other fields | High correlation |
PAY_MAY is highly overall correlated with PAY_AUG and 8 other fields | High correlation |
PAY_APR is highly overall correlated with PAY_AUG and 8 other fields | High correlation |
BILL_AMT_SEPT is highly overall correlated with PAY_AUG and 8 other fields | High correlation |
BILL_AMT_AUG is highly overall correlated with PAY_AUG and 10 other fields | High correlation |
BILL_AMT_JUL is highly overall correlated with PAY_AUG and 11 other fields | High correlation |
BILL_AMT_JUN is highly overall correlated with PAY_JUL and 13 other fields | High correlation |
BILL_AMT_MAY is highly overall correlated with PAY_JUL and 13 other fields | High correlation |
BILL_AMT_APR is highly overall correlated with PAY_JUN and 11 other fields | High correlation |
PAY_AMT_SEPT is highly overall correlated with BILL_AMT_SEPT and 5 other fields | High correlation |
PAY_AMT_AUG is highly overall correlated with BILL_AMT_JUL and 5 other fields | High correlation |
PAY_AMT_JUL is highly overall correlated with BILL_AMT_JUN and 7 other fields | High correlation |
PAY_AMT_JUN is highly overall correlated with BILL_AMT_JUN and 6 other fields | High correlation |
PAY_AMT_MAY is highly overall correlated with BILL_AMT_JUN and 5 other fields | High correlation |
PAY_AMT_APR is highly overall correlated with BILL_AMT_MAY and 4 other fields | High correlation |
PAY_AMT_AUG is highly skewed (γ1 = 30.43861292) | Skewed |
PAY_SEPT has 14737 (49.2%) zeros | Zeros |
PAY_AUG has 15730 (52.5%) zeros | Zeros |
PAY_JUL has 15764 (52.6%) zeros | Zeros |
PAY_JUN has 16455 (54.9%) zeros | Zeros |
PAY_MAY has 16947 (56.6%) zeros | Zeros |
PAY_APR has 16286 (54.4%) zeros | Zeros |
BILL_AMT_SEPT has 1978 (6.6%) zeros | Zeros |
BILL_AMT_AUG has 2476 (8.3%) zeros | Zeros |
BILL_AMT_JUL has 2840 (9.5%) zeros | Zeros |
BILL_AMT_JUN has 3165 (10.6%) zeros | Zeros |
BILL_AMT_MAY has 3476 (11.6%) zeros | Zeros |
BILL_AMT_APR has 3990 (13.3%) zeros | Zeros |
PAY_AMT_SEPT has 5218 (17.4%) zeros | Zeros |
PAY_AMT_AUG has 5365 (17.9%) zeros | Zeros |
PAY_AMT_JUL has 5937 (19.8%) zeros | Zeros |
PAY_AMT_JUN has 6377 (21.3%) zeros | Zeros |
PAY_AMT_MAY has 6672 (22.3%) zeros | Zeros |
PAY_AMT_APR has 7142 (23.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-04 17:53:25.444625 |
|---|---|
| Analysis finished | 2023-11-04 17:54:00.754583 |
| Duration | 35.31 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
LIMIT_BAL
Real number (ℝ)
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167442.01 |
| Minimum | 10000 |
|---|---|
| Maximum | 1000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 240000 |
| 95-th percentile | 430000 |
| Maximum | 1000000 |
| Range | 990000 |
| Interquartile range (IQR) | 190000 |
Descriptive statistics
| Standard deviation | 129760.14 |
|---|---|
| Coefficient of variation (CV) | 0.77495569 |
| Kurtosis | 0.53758712 |
| Mean | 167442.01 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 0.99349133 |
| Sum | 5.0173997 × 109 |
| Variance | 1.6837693 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50000 | 3363 | 11.2% |
| 20000 | 1975 | 6.6% |
| 30000 | 1610 | 5.4% |
| 80000 | 1564 | 5.2% |
| 200000 | 1524 | 5.1% |
| 150000 | 1107 | 3.7% |
| 100000 | 1047 | 3.5% |
| 180000 | 993 | 3.3% |
| 360000 | 874 | 2.9% |
| 60000 | 825 | 2.8% |
| Other values (71) | 15083 |
| Value | Count | Frequency (%) |
| 10000 | 493 | 1.6% |
| 16000 | 2 | < 0.1% |
| 20000 | 1975 | |
| 30000 | 1610 | |
| 40000 | 230 | 0.8% |
| 50000 | 3363 | |
| 60000 | 825 | 2.8% |
| 70000 | 731 | 2.4% |
| 80000 | 1564 | |
| 90000 | 650 | 2.2% |
| Value | Count | Frequency (%) |
| 1000000 | 1 | < 0.1% |
| 800000 | 2 | < 0.1% |
| 780000 | 2 | < 0.1% |
| 760000 | 1 | < 0.1% |
| 750000 | 4 | |
| 740000 | 2 | < 0.1% |
| 730000 | 2 | < 0.1% |
| 720000 | 3 | < 0.1% |
| 710000 | 6 | |
| 700000 | 8 |
SEX
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 468.2 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 29965 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 29965 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 29965 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29965 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
EDUCATION
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8536292 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.79041147 |
|---|---|
| Coefficient of variation (CV) | 0.42641293 |
| Kurtosis | 2.079207 |
| Mean | 1.8536292 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.97070927 |
| Sum | 55544 |
| Variance | 0.62475029 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 14019 | |
| 1 | 10563 | |
| 3 | 4915 | 16.4% |
| 5 | 280 | 0.9% |
| 4 | 123 | 0.4% |
| 6 | 51 | 0.2% |
| 0 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| 1 | 10563 | |
| 2 | 14019 | |
| 3 | 4915 | 16.4% |
| 4 | 123 | 0.4% |
| 5 | 280 | 0.9% |
| 6 | 51 | 0.2% |
| Value | Count | Frequency (%) |
| 6 | 51 | 0.2% |
| 5 | 280 | 0.9% |
| 4 | 123 | 0.4% |
| 3 | 4915 | 16.4% |
| 2 | 14019 | |
| 1 | 10563 | |
| 0 | 14 | < 0.1% |
MARRIAGE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 468.2 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 323 |
| 0 | 54 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 29965 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 29965 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 29965 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29965 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
AGE
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.487969 |
| Minimum | 21 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 79 |
| Range | 58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.2194592 |
|---|---|
| Coefficient of variation (CV) | 0.25979112 |
| Kurtosis | 0.043988015 |
| Mean | 35.487969 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.732056 |
| Sum | 1063397 |
| Variance | 84.998429 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 1602 | 5.3% |
| 27 | 1475 | 4.9% |
| 28 | 1406 | 4.7% |
| 30 | 1394 | 4.7% |
| 26 | 1252 | 4.2% |
| 31 | 1213 | 4.0% |
| 25 | 1185 | 4.0% |
| 34 | 1161 | 3.9% |
| 32 | 1157 | 3.9% |
| 33 | 1146 | 3.8% |
| Other values (46) | 16974 |
| Value | Count | Frequency (%) |
| 21 | 67 | 0.2% |
| 22 | 560 | 1.9% |
| 23 | 930 | |
| 24 | 1126 | |
| 25 | 1185 | |
| 26 | 1252 | |
| 27 | 1475 | |
| 28 | 1406 | |
| 29 | 1602 | |
| 30 | 1394 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 75 | 3 | < 0.1% |
| 74 | 1 | < 0.1% |
| 73 | 4 | < 0.1% |
| 72 | 3 | < 0.1% |
| 71 | 3 | < 0.1% |
| 70 | 10 | |
| 69 | 15 | |
| 68 | 5 | < 0.1% |
| 67 | 16 |
PAY_SEPT
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.016752878 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 14737 |
| Zeros (%) | 49.2% |
| Negative | 8432 |
| Negative (%) | 28.1% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.123492 |
|---|---|
| Coefficient of variation (CV) | -67.062627 |
| Kurtosis | 2.7300384 |
| Mean | -0.016752878 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.73460648 |
| Sum | -502 |
| Variance | 1.2622343 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14737 | |
| -1 | 5682 | 19.0% |
| 1 | 3667 | 12.2% |
| -2 | 2750 | 9.2% |
| 2 | 2666 | 8.9% |
| 3 | 322 | 1.1% |
| 4 | 76 | 0.3% |
| 5 | 26 | 0.1% |
| 8 | 19 | 0.1% |
| 6 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 2750 | 9.2% |
| -1 | 5682 | 19.0% |
| 0 | 14737 | |
| 1 | 3667 | 12.2% |
| 2 | 2666 | 8.9% |
| 3 | 322 | 1.1% |
| 4 | 76 | 0.3% |
| 5 | 26 | 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 19 | 0.1% |
| 7 | 9 | < 0.1% |
| 6 | 11 | < 0.1% |
| 5 | 26 | 0.1% |
| 4 | 76 | 0.3% |
| 3 | 322 | 1.1% |
| 2 | 2666 | 8.9% |
| 1 | 3667 | 12.2% |
| 0 | 14737 | |
| -1 | 5682 | 19.0% |
PAY_AUG
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.13185383 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 15730 |
| Zeros (%) | 52.5% |
| Negative | 9798 |
| Negative (%) | 32.7% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1963217 |
|---|---|
| Coefficient of variation (CV) | -9.0730903 |
| Kurtosis | 1.5776087 |
| Mean | -0.13185383 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.79207041 |
| Sum | -3951 |
| Variance | 1.4311856 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15730 | |
| -1 | 6046 | 20.2% |
| 2 | 3926 | 13.1% |
| -2 | 3752 | 12.5% |
| 3 | 326 | 1.1% |
| 4 | 99 | 0.3% |
| 1 | 28 | 0.1% |
| 5 | 25 | 0.1% |
| 7 | 20 | 0.1% |
| 6 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3752 | 12.5% |
| -1 | 6046 | 20.2% |
| 0 | 15730 | |
| 1 | 28 | 0.1% |
| 2 | 3926 | 13.1% |
| 3 | 326 | 1.1% |
| 4 | 99 | 0.3% |
| 5 | 25 | 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 20 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 20 | 0.1% |
| 6 | 12 | < 0.1% |
| 5 | 25 | 0.1% |
| 4 | 99 | 0.3% |
| 3 | 326 | 1.1% |
| 2 | 3926 | 13.1% |
| 1 | 28 | 0.1% |
| 0 | 15730 | |
| -1 | 6046 | 20.2% |
PAY_JUL
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.16439179 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 15764 |
| Zeros (%) | 52.6% |
| Negative | 9989 |
| Negative (%) | 33.3% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1958775 |
|---|---|
| Coefficient of variation (CV) | -7.2745574 |
| Kurtosis | 2.091666 |
| Mean | -0.16439179 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.84146398 |
| Sum | -4926 |
| Variance | 1.430123 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15764 | |
| -1 | 5934 | 19.8% |
| -2 | 4055 | 13.5% |
| 2 | 3819 | 12.7% |
| 3 | 240 | 0.8% |
| 4 | 75 | 0.3% |
| 7 | 27 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 21 | 0.1% |
| 1 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4055 | 13.5% |
| -1 | 5934 | 19.8% |
| 0 | 15764 | |
| 1 | 4 | < 0.1% |
| 2 | 3819 | 12.7% |
| 3 | 240 | 0.8% |
| 4 | 75 | 0.3% |
| 5 | 21 | 0.1% |
| 6 | 23 | 0.1% |
| 7 | 27 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 3 | < 0.1% |
| 7 | 27 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 21 | 0.1% |
| 4 | 75 | 0.3% |
| 3 | 240 | 0.8% |
| 2 | 3819 | 12.7% |
| 1 | 4 | < 0.1% |
| 0 | 15764 | |
| -1 | 5934 | 19.8% |
PAY_JUN
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.21892208 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16455 |
| Zeros (%) | 54.9% |
| Negative | 10001 |
| Negative (%) | 33.4% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1681752 |
|---|---|
| Coefficient of variation (CV) | -5.3360319 |
| Kurtosis | 3.5089621 |
| Mean | -0.21892208 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0007986 |
| Sum | -6560 |
| Variance | 1.3646333 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16455 | |
| -1 | 5683 | 19.0% |
| -2 | 4318 | 14.4% |
| 2 | 3159 | 10.5% |
| 3 | 180 | 0.6% |
| 4 | 68 | 0.2% |
| 7 | 58 | 0.2% |
| 5 | 35 | 0.1% |
| 6 | 5 | < 0.1% |
| 1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4318 | 14.4% |
| -1 | 5683 | 19.0% |
| 0 | 16455 | |
| 1 | 2 | < 0.1% |
| 2 | 3159 | 10.5% |
| 3 | 180 | 0.6% |
| 4 | 68 | 0.2% |
| 5 | 35 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 58 | 0.2% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 58 | 0.2% |
| 6 | 5 | < 0.1% |
| 5 | 35 | 0.1% |
| 4 | 68 | 0.2% |
| 3 | 180 | 0.6% |
| 2 | 3159 | 10.5% |
| 1 | 2 | < 0.1% |
| 0 | 16455 | |
| -1 | 5683 | 19.0% |
PAY_MAY
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.26450859 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16947 |
| Zeros (%) | 56.6% |
| Negative | 10051 |
| Negative (%) | 33.5% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1322199 |
|---|---|
| Coefficient of variation (CV) | -4.2804653 |
| Kurtosis | 4.0035623 |
| Mean | -0.26450859 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.009329 |
| Sum | -7926 |
| Variance | 1.2819218 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16947 | |
| -1 | 5535 | 18.5% |
| -2 | 4516 | 15.1% |
| 2 | 2626 | 8.8% |
| 3 | 178 | 0.6% |
| 4 | 83 | 0.3% |
| 7 | 58 | 0.2% |
| 5 | 17 | 0.1% |
| 6 | 4 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4516 | 15.1% |
| -1 | 5535 | 18.5% |
| 0 | 16947 | |
| 2 | 2626 | 8.8% |
| 3 | 178 | 0.6% |
| 4 | 83 | 0.3% |
| 5 | 17 | 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 58 | 0.2% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 58 | 0.2% |
| 6 | 4 | < 0.1% |
| 5 | 17 | 0.1% |
| 4 | 83 | 0.3% |
| 3 | 178 | 0.6% |
| 2 | 2626 | 8.8% |
| 0 | 16947 | |
| -1 | 5535 | 18.5% |
| -2 | 4516 | 15.1% |
PAY_APR
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.28943768 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16286 |
| Zeros (%) | 54.4% |
| Negative | 10601 |
| Negative (%) | 35.4% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1490901 |
|---|---|
| Coefficient of variation (CV) | -3.9700778 |
| Kurtosis | 3.4372569 |
| Mean | -0.28943768 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.94860899 |
| Sum | -8673 |
| Variance | 1.3204081 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16286 | |
| -1 | 5736 | 19.1% |
| -2 | 4865 | 16.2% |
| 2 | 2766 | 9.2% |
| 3 | 184 | 0.6% |
| 4 | 48 | 0.2% |
| 7 | 46 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 13 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4865 | 16.2% |
| -1 | 5736 | 19.1% |
| 0 | 16286 | |
| 2 | 2766 | 9.2% |
| 3 | 184 | 0.6% |
| 4 | 48 | 0.2% |
| 5 | 13 | < 0.1% |
| 6 | 19 | 0.1% |
| 7 | 46 | 0.2% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 46 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 13 | < 0.1% |
| 4 | 48 | 0.2% |
| 3 | 184 | 0.6% |
| 2 | 2766 | 9.2% |
| 0 | 16286 | |
| -1 | 5736 | 19.1% |
| -2 | 4865 | 16.2% |
BILL_AMT_SEPT
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22723 |
|---|---|
| Distinct (%) | 75.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51283.01 |
| Minimum | -165580 |
|---|---|
| Maximum | 964511 |
| Zeros | 1978 |
| Zeros (%) | 6.6% |
| Negative | 590 |
| Negative (%) | 2.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -165580 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3595 |
| median | 22438 |
| Q3 | 67260 |
| 95-th percentile | 201303.8 |
| Maximum | 964511 |
| Range | 1130091 |
| Interquartile range (IQR) | 63665 |
Descriptive statistics
| Standard deviation | 73658.132 |
|---|---|
| Coefficient of variation (CV) | 1.4363067 |
| Kurtosis | 9.7968462 |
| Mean | 51283.01 |
| Median Absolute Deviation (MAD) | 21842 |
| Skewness | 2.6625135 |
| Sum | 1.5366954 × 109 |
| Variance | 5.4255205 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1978 | 6.6% |
| 390 | 243 | 0.8% |
| 780 | 76 | 0.3% |
| 326 | 72 | 0.2% |
| 316 | 63 | 0.2% |
| 2500 | 59 | 0.2% |
| 396 | 48 | 0.2% |
| 2400 | 39 | 0.1% |
| 416 | 29 | 0.1% |
| 500 | 25 | 0.1% |
| Other values (22713) | 27333 |
| Value | Count | Frequency (%) |
| -165580 | 1 | |
| -154973 | 1 | |
| -15308 | 1 | |
| -14386 | 1 | |
| -11545 | 1 | |
| -10682 | 1 | |
| -9802 | 1 | |
| -9095 | 1 | |
| -8187 | 1 | |
| -7438 | 1 |
| Value | Count | Frequency (%) |
| 964511 | 1 | |
| 746814 | 1 | |
| 653062 | 1 | |
| 630458 | 1 | |
| 626648 | 1 | |
| 621749 | 1 | |
| 613860 | 1 | |
| 610723 | 1 | |
| 608594 | 1 | |
| 604019 | 1 |
BILL_AMT_AUG
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22346 |
|---|---|
| Distinct (%) | 74.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49236.366 |
| Minimum | -69777 |
|---|---|
| Maximum | 983931 |
| Zeros | 2476 |
| Zeros (%) | 8.3% |
| Negative | 669 |
| Negative (%) | 2.2% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -69777 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3010 |
| median | 21295 |
| Q3 | 64109 |
| 95-th percentile | 194889.6 |
| Maximum | 983931 |
| Range | 1053708 |
| Interquartile range (IQR) | 61099 |
Descriptive statistics
| Standard deviation | 71195.567 |
|---|---|
| Coefficient of variation (CV) | 1.4459956 |
| Kurtosis | 10.293212 |
| Mean | 49236.366 |
| Median Absolute Deviation (MAD) | 20905 |
| Skewness | 2.7038617 |
| Sum | 1.4753677 × 109 |
| Variance | 5.0688088 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2476 | 8.3% |
| 390 | 230 | 0.8% |
| 326 | 75 | 0.3% |
| 780 | 75 | 0.3% |
| 316 | 72 | 0.2% |
| 2500 | 51 | 0.2% |
| 396 | 50 | 0.2% |
| 2400 | 42 | 0.1% |
| -200 | 29 | 0.1% |
| 416 | 28 | 0.1% |
| Other values (22336) | 26837 |
| Value | Count | Frequency (%) |
| -69777 | 1 | |
| -67526 | 1 | |
| -33350 | 1 | |
| -30000 | 1 | |
| -26214 | 1 | |
| -24704 | 1 | |
| -24702 | 1 | |
| -22960 | 1 | |
| -18618 | 1 | |
| -18088 | 1 |
| Value | Count | Frequency (%) |
| 983931 | 1 | |
| 743970 | 1 | |
| 671563 | 1 | |
| 646770 | 1 | |
| 624475 | 1 | |
| 605943 | 1 | |
| 597793 | 1 | |
| 586825 | 1 | |
| 581775 | 1 | |
| 577681 | 1 |
BILL_AMT_JUL
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22026 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47067.916 |
| Minimum | -157264 |
|---|---|
| Maximum | 1664089 |
| Zeros | 2840 |
| Zeros (%) | 9.5% |
| Negative | 655 |
| Negative (%) | 2.2% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -157264 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2711 |
| median | 20135 |
| Q3 | 60201 |
| 95-th percentile | 187901 |
| Maximum | 1664089 |
| Range | 1821353 |
| Interquartile range (IQR) | 57490 |
Descriptive statistics
| Standard deviation | 69371.352 |
|---|---|
| Coefficient of variation (CV) | 1.4738565 |
| Kurtosis | 19.771003 |
| Mean | 47067.916 |
| Median Absolute Deviation (MAD) | 19745 |
| Skewness | 3.0864938 |
| Sum | 1.4103901 × 109 |
| Variance | 4.8123845 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2840 | 9.5% |
| 390 | 274 | 0.9% |
| 780 | 74 | 0.2% |
| 326 | 63 | 0.2% |
| 316 | 62 | 0.2% |
| 396 | 47 | 0.2% |
| 2500 | 40 | 0.1% |
| 2400 | 39 | 0.1% |
| 416 | 29 | 0.1% |
| 200 | 27 | 0.1% |
| Other values (22016) | 26470 |
| Value | Count | Frequency (%) |
| -157264 | 1 | |
| -61506 | 1 | |
| -46127 | 1 | |
| -34041 | 1 | |
| -25443 | 1 | |
| -24702 | 1 | |
| -20320 | 1 | |
| -17706 | 1 | |
| -15910 | 1 | |
| -15641 | 1 |
| Value | Count | Frequency (%) |
| 1664089 | 1 | |
| 855086 | 1 | |
| 693131 | 1 | |
| 689643 | 1 | |
| 689627 | 1 | |
| 632041 | 1 | |
| 597415 | 1 | |
| 578971 | 1 | |
| 577957 | 1 | |
| 577015 | 1 |
BILL_AMT_JUN
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 21548 |
|---|---|
| Distinct (%) | 71.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43313.33 |
| Minimum | -170000 |
|---|---|
| Maximum | 891586 |
| Zeros | 3165 |
| Zeros (%) | 10.6% |
| Negative | 675 |
| Negative (%) | 2.3% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -170000 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2360 |
| median | 19081 |
| Q3 | 54601 |
| 95-th percentile | 174469.8 |
| Maximum | 891586 |
| Range | 1061586 |
| Interquartile range (IQR) | 52241 |
Descriptive statistics
| Standard deviation | 64353.514 |
|---|---|
| Coefficient of variation (CV) | 1.485767 |
| Kurtosis | 11.298582 |
| Mean | 43313.33 |
| Median Absolute Deviation (MAD) | 18681 |
| Skewness | 2.8205448 |
| Sum | 1.2978839 × 109 |
| Variance | 4.1413748 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3165 | 10.6% |
| 390 | 245 | 0.8% |
| 780 | 101 | 0.3% |
| 316 | 68 | 0.2% |
| 326 | 62 | 0.2% |
| 396 | 43 | 0.1% |
| 2400 | 39 | 0.1% |
| 150 | 39 | 0.1% |
| 2500 | 34 | 0.1% |
| 416 | 33 | 0.1% |
| Other values (21538) | 26136 |
| Value | Count | Frequency (%) |
| -170000 | 1 | |
| -81334 | 1 | |
| -65167 | 1 | |
| -50616 | 1 | |
| -46627 | 1 | |
| -34503 | 1 | |
| -27490 | 1 | |
| -24303 | 1 | |
| -22108 | 1 | |
| -20320 | 1 |
| Value | Count | Frequency (%) |
| 891586 | 1 | |
| 706864 | 1 | |
| 628699 | 1 | |
| 616836 | 1 | |
| 572805 | 1 | |
| 569034 | 1 | |
| 565669 | 1 | |
| 563543 | 1 | |
| 548020 | 1 | |
| 542653 | 1 |
BILL_AMT_MAY
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 21010 |
|---|---|
| Distinct (%) | 70.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40358.334 |
| Minimum | -81334 |
|---|---|
| Maximum | 927171 |
| Zeros | 3476 |
| Zeros (%) | 11.6% |
| Negative | 655 |
| Negative (%) | 2.2% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -81334 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1787 |
| median | 18130 |
| Q3 | 50247 |
| 95-th percentile | 165805.6 |
| Maximum | 927171 |
| Range | 1008505 |
| Interquartile range (IQR) | 48460 |
Descriptive statistics
| Standard deviation | 60817.131 |
|---|---|
| Coefficient of variation (CV) | 1.5069287 |
| Kurtosis | 12.294539 |
| Mean | 40358.334 |
| Median Absolute Deviation (MAD) | 17714 |
| Skewness | 2.874925 |
| Sum | 1.2093375 × 109 |
| Variance | 3.6987234 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3476 | 11.6% |
| 390 | 234 | 0.8% |
| 780 | 94 | 0.3% |
| 316 | 79 | 0.3% |
| 326 | 62 | 0.2% |
| 150 | 58 | 0.2% |
| 396 | 46 | 0.2% |
| 2400 | 39 | 0.1% |
| 2500 | 37 | 0.1% |
| 416 | 36 | 0.1% |
| Other values (21000) | 25804 |
| Value | Count | Frequency (%) |
| -81334 | 1 | |
| -61372 | 1 | |
| -53007 | 1 | |
| -46627 | 1 | |
| -37594 | 1 | |
| -36156 | 1 | |
| -30481 | 1 | |
| -28335 | 1 | |
| -23003 | 1 | |
| -20753 | 1 |
| Value | Count | Frequency (%) |
| 927171 | 1 | |
| 823540 | 1 | |
| 587067 | 1 | |
| 551702 | 1 | |
| 547880 | 1 | |
| 530672 | 1 | |
| 524315 | 1 | |
| 516139 | 1 | |
| 514114 | 1 | |
| 508213 | 1 |
BILL_AMT_APR
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 20604 |
|---|---|
| Distinct (%) | 68.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38917.012 |
| Minimum | -339603 |
|---|---|
| Maximum | 961664 |
| Zeros | 3990 |
| Zeros (%) | 13.3% |
| Negative | 688 |
| Negative (%) | 2.3% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -339603 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1262 |
| median | 17124 |
| Q3 | 49252 |
| 95-th percentile | 161932 |
| Maximum | 961664 |
| Range | 1301267 |
| Interquartile range (IQR) | 47990 |
Descriptive statistics
| Standard deviation | 59574.148 |
|---|---|
| Coefficient of variation (CV) | 1.5307996 |
| Kurtosis | 12.259126 |
| Mean | 38917.012 |
| Median Absolute Deviation (MAD) | 16808 |
| Skewness | 2.8451372 |
| Sum | 1.1661483 × 109 |
| Variance | 3.5490791 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3990 | 13.3% |
| 390 | 206 | 0.7% |
| 780 | 86 | 0.3% |
| 150 | 78 | 0.3% |
| 316 | 77 | 0.3% |
| 326 | 56 | 0.2% |
| 396 | 44 | 0.1% |
| 416 | 36 | 0.1% |
| -18 | 33 | 0.1% |
| 2400 | 32 | 0.1% |
| Other values (20594) | 25327 |
| Value | Count | Frequency (%) |
| -339603 | 1 | |
| -209051 | 1 | |
| -150953 | 1 | |
| -94625 | 1 | |
| -73895 | 1 | |
| -57060 | 1 | |
| -51443 | 1 | |
| -51183 | 1 | |
| -46627 | 1 | |
| -45734 | 1 |
| Value | Count | Frequency (%) |
| 961664 | 1 | |
| 699944 | 1 | |
| 568638 | 1 | |
| 527711 | 1 | |
| 527566 | 1 | |
| 514975 | 1 | |
| 513798 | 1 | |
| 511905 | 1 | |
| 501370 | 1 | |
| 499100 | 1 |
PAY_AMT_SEPT
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7943 |
|---|---|
| Distinct (%) | 26.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5670.0993 |
| Minimum | 0 |
|---|---|
| Maximum | 873552 |
| Zeros | 5218 |
| Zeros (%) | 17.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1000 |
| median | 2102 |
| Q3 | 5008 |
| 95-th percentile | 18447.2 |
| Maximum | 873552 |
| Range | 873552 |
| Interquartile range (IQR) | 4008 |
Descriptive statistics
| Standard deviation | 16571.849 |
|---|---|
| Coefficient of variation (CV) | 2.9226736 |
| Kurtosis | 414.85486 |
| Mean | 5670.0993 |
| Median Absolute Deviation (MAD) | 1929 |
| Skewness | 14.661595 |
| Sum | 1.6990453 × 108 |
| Variance | 2.7462619 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5218 | 17.4% |
| 2000 | 1363 | 4.5% |
| 3000 | 891 | 3.0% |
| 5000 | 698 | 2.3% |
| 1500 | 507 | 1.7% |
| 4000 | 426 | 1.4% |
| 10000 | 401 | 1.3% |
| 1000 | 365 | 1.2% |
| 2500 | 298 | 1.0% |
| 6000 | 294 | 1.0% |
| Other values (7933) | 19504 |
| Value | Count | Frequency (%) |
| 0 | 5218 | |
| 1 | 9 | < 0.1% |
| 2 | 14 | < 0.1% |
| 3 | 15 | 0.1% |
| 4 | 18 | 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 15 | 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 873552 | 1 | |
| 505000 | 1 | |
| 493358 | 1 | |
| 423903 | 1 | |
| 405016 | 1 | |
| 368199 | 1 | |
| 323014 | 1 | |
| 304815 | 1 | |
| 302000 | 1 | |
| 300039 | 1 |
PAY_AMT_AUG
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 7899 |
|---|---|
| Distinct (%) | 26.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5927.9832 |
| Minimum | 0 |
|---|---|
| Maximum | 1684259 |
| Zeros | 5365 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 850 |
| median | 2010 |
| Q3 | 5000 |
| 95-th percentile | 19030.8 |
| Maximum | 1684259 |
| Range | 1684259 |
| Interquartile range (IQR) | 4150 |
Descriptive statistics
| Standard deviation | 23053.457 |
|---|---|
| Coefficient of variation (CV) | 3.8889207 |
| Kurtosis | 1639.9245 |
| Mean | 5927.9832 |
| Median Absolute Deviation (MAD) | 1990 |
| Skewness | 30.438613 |
| Sum | 1.7763202 × 108 |
| Variance | 5.3146186 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5365 | 17.9% |
| 2000 | 1290 | 4.3% |
| 3000 | 857 | 2.9% |
| 5000 | 717 | 2.4% |
| 1000 | 594 | 2.0% |
| 1500 | 521 | 1.7% |
| 4000 | 410 | 1.4% |
| 10000 | 318 | 1.1% |
| 6000 | 283 | 0.9% |
| 2500 | 251 | 0.8% |
| Other values (7889) | 19359 |
| Value | Count | Frequency (%) |
| 0 | 5365 | |
| 1 | 15 | 0.1% |
| 2 | 20 | 0.1% |
| 3 | 18 | 0.1% |
| 4 | 11 | < 0.1% |
| 5 | 25 | 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 1684259 | 1 | |
| 1227082 | 1 | |
| 1215471 | 1 | |
| 1024516 | 1 | |
| 580464 | 1 | |
| 415552 | 1 | |
| 401003 | 1 | |
| 388126 | 1 | |
| 385228 | 1 | |
| 384986 | 1 |
PAY_AMT_JUL
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7518 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5231.6888 |
| Minimum | 0 |
|---|---|
| Maximum | 896040 |
| Zeros | 5937 |
| Zeros (%) | 19.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 390 |
| median | 1804 |
| Q3 | 4512 |
| 95-th percentile | 17602.6 |
| Maximum | 896040 |
| Range | 896040 |
| Interquartile range (IQR) | 4122 |
Descriptive statistics
| Standard deviation | 17616.361 |
|---|---|
| Coefficient of variation (CV) | 3.3672418 |
| Kurtosis | 563.73928 |
| Mean | 5231.6888 |
| Median Absolute Deviation (MAD) | 1796 |
| Skewness | 17.208177 |
| Sum | 1.5676756 × 108 |
| Variance | 3.1033618 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5937 | 19.8% |
| 2000 | 1285 | 4.3% |
| 1000 | 1103 | 3.7% |
| 3000 | 870 | 2.9% |
| 5000 | 721 | 2.4% |
| 1500 | 490 | 1.6% |
| 4000 | 381 | 1.3% |
| 10000 | 312 | 1.0% |
| 1200 | 243 | 0.8% |
| 6000 | 241 | 0.8% |
| Other values (7508) | 18382 |
| Value | Count | Frequency (%) |
| 0 | 5937 | |
| 1 | 13 | < 0.1% |
| 2 | 19 | 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 15 | 0.1% |
| 5 | 18 | 0.1% |
| 6 | 14 | < 0.1% |
| 7 | 18 | 0.1% |
| 8 | 10 | < 0.1% |
| 9 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 896040 | 1 | |
| 889043 | 1 | |
| 508229 | 1 | |
| 417588 | 1 | |
| 400972 | 1 | |
| 397092 | 1 | |
| 380478 | 1 | |
| 371718 | 1 | |
| 349395 | 1 | |
| 344261 | 1 |
PAY_AMT_JUN
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6937 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4831.6175 |
| Minimum | 0 |
|---|---|
| Maximum | 621000 |
| Zeros | 6377 |
| Zeros (%) | 21.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 300 |
| median | 1500 |
| Q3 | 4016 |
| 95-th percentile | 16037 |
| Maximum | 621000 |
| Range | 621000 |
| Interquartile range (IQR) | 3716 |
Descriptive statistics
| Standard deviation | 15674.465 |
|---|---|
| Coefficient of variation (CV) | 3.2441444 |
| Kurtosis | 277.04869 |
| Mean | 4831.6175 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 12.898506 |
| Sum | 1.4477942 × 108 |
| Variance | 2.4568884 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6377 | 21.3% |
| 1000 | 1394 | 4.7% |
| 2000 | 1214 | 4.1% |
| 3000 | 887 | 3.0% |
| 5000 | 810 | 2.7% |
| 1500 | 441 | 1.5% |
| 4000 | 402 | 1.3% |
| 10000 | 341 | 1.1% |
| 2500 | 259 | 0.9% |
| 500 | 258 | 0.9% |
| Other values (6927) | 17582 |
| Value | Count | Frequency (%) |
| 0 | 6377 | |
| 1 | 22 | 0.1% |
| 2 | 22 | 0.1% |
| 3 | 13 | < 0.1% |
| 4 | 20 | 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 16 | 0.1% |
| 7 | 11 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 621000 | 1 | |
| 528897 | 1 | |
| 497000 | 1 | |
| 432130 | 1 | |
| 400046 | 1 | |
| 331788 | 1 | |
| 330982 | 1 | |
| 320008 | 1 | |
| 313094 | 1 | |
| 292962 | 1 |
PAY_AMT_MAY
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6897 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4804.897 |
| Minimum | 0 |
|---|---|
| Maximum | 426529 |
| Zeros | 6672 |
| Zeros (%) | 22.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 261 |
| median | 1500 |
| Q3 | 4042 |
| 95-th percentile | 16000 |
| Maximum | 426529 |
| Range | 426529 |
| Interquartile range (IQR) | 3781 |
Descriptive statistics
| Standard deviation | 15286.372 |
|---|---|
| Coefficient of variation (CV) | 3.1814152 |
| Kurtosis | 179.87521 |
| Mean | 4804.897 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 11.121742 |
| Sum | 1.4397874 × 108 |
| Variance | 2.3367318 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6672 | 22.3% |
| 1000 | 1340 | 4.5% |
| 2000 | 1323 | 4.4% |
| 3000 | 947 | 3.2% |
| 5000 | 814 | 2.7% |
| 1500 | 426 | 1.4% |
| 4000 | 401 | 1.3% |
| 10000 | 343 | 1.1% |
| 500 | 250 | 0.8% |
| 6000 | 247 | 0.8% |
| Other values (6887) | 17202 |
| Value | Count | Frequency (%) |
| 0 | 6672 | |
| 1 | 21 | 0.1% |
| 2 | 13 | < 0.1% |
| 3 | 13 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 426529 | 1 | |
| 417990 | 1 | |
| 388071 | 1 | |
| 379267 | 1 | |
| 332000 | 1 | |
| 331788 | 1 | |
| 330982 | 1 | |
| 326889 | 1 | |
| 317077 | 1 | |
| 310135 | 1 |
PAY_AMT_APR
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6939 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5221.498 |
| Minimum | 0 |
|---|---|
| Maximum | 528666 |
| Zeros | 7142 |
| Zeros (%) | 23.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 131 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 17384.4 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 3869 |
Descriptive statistics
| Standard deviation | 17786.977 |
|---|---|
| Coefficient of variation (CV) | 3.4064893 |
| Kurtosis | 166.98179 |
| Mean | 5221.498 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 10.635094 |
| Sum | 1.5646219 × 108 |
| Variance | 3.1637655 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7142 | |
| 1000 | 1299 | 4.3% |
| 2000 | 1295 | 4.3% |
| 3000 | 914 | 3.1% |
| 5000 | 808 | 2.7% |
| 1500 | 439 | 1.5% |
| 4000 | 411 | 1.4% |
| 10000 | 356 | 1.2% |
| 500 | 247 | 0.8% |
| 6000 | 220 | 0.7% |
| Other values (6929) | 16834 |
| Value | Count | Frequency (%) |
| 0 | 7142 | |
| 1 | 20 | 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 7 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 528666 | 1 | |
| 527143 | 1 | |
| 443001 | 1 | |
| 422000 | 1 | |
| 403500 | 1 | |
| 377000 | 1 | |
| 372495 | 1 | |
| 351282 | 1 | |
| 345293 | 1 | |
| 308000 | 1 |
default payment next month
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 468.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 29965 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 29965 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 29965 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29965 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
| LIMIT_BAL | EDUCATION | AGE | PAY_SEPT | PAY_AUG | PAY_JUL | PAY_JUN | PAY_MAY | PAY_APR | BILL_AMT_SEPT | BILL_AMT_AUG | BILL_AMT_JUL | BILL_AMT_JUN | BILL_AMT_MAY | BILL_AMT_APR | PAY_AMT_SEPT | PAY_AMT_AUG | PAY_AMT_JUL | PAY_AMT_JUN | PAY_AMT_MAY | PAY_AMT_APR | SEX | MARRIAGE | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LIMIT_BAL | 1.000 | -0.263 | 0.186 | -0.297 | -0.342 | -0.331 | -0.308 | -0.285 | -0.264 | 0.055 | 0.050 | 0.062 | 0.074 | 0.082 | 0.089 | 0.274 | 0.280 | 0.286 | 0.285 | 0.295 | 0.319 | 0.074 | 0.064 | 0.157 |
| EDUCATION | -0.263 | 1.000 | 0.159 | 0.133 | 0.168 | 0.161 | 0.151 | 0.136 | 0.123 | 0.094 | 0.092 | 0.080 | 0.068 | 0.059 | 0.055 | -0.043 | -0.048 | -0.043 | -0.044 | -0.051 | -0.054 | 0.029 | 0.114 | 0.072 |
| AGE | 0.186 | 0.159 | 1.000 | -0.064 | -0.084 | -0.084 | -0.081 | -0.083 | -0.076 | 0.001 | 0.001 | 0.002 | -0.004 | -0.001 | -0.000 | 0.033 | 0.044 | 0.033 | 0.040 | 0.038 | 0.039 | 0.091 | 0.286 | 0.048 |
| PAY_SEPT | -0.297 | 0.133 | -0.064 | 1.000 | 0.629 | 0.550 | 0.518 | 0.488 | 0.465 | 0.316 | 0.331 | 0.316 | 0.308 | 0.300 | 0.290 | -0.098 | -0.063 | -0.054 | -0.034 | -0.026 | -0.045 | 0.059 | 0.036 | 0.422 |
| PAY_AUG | -0.342 | 0.168 | -0.084 | 0.629 | 1.000 | 0.799 | 0.712 | 0.673 | 0.634 | 0.570 | 0.550 | 0.517 | 0.496 | 0.477 | 0.458 | 0.018 | 0.081 | 0.085 | 0.093 | 0.097 | 0.080 | 0.071 | 0.034 | 0.340 |
| PAY_JUL | -0.331 | 0.161 | -0.084 | 0.550 | 0.799 | 1.000 | 0.800 | 0.718 | 0.670 | 0.523 | 0.587 | 0.556 | 0.530 | 0.506 | 0.483 | 0.214 | 0.034 | 0.101 | 0.117 | 0.122 | 0.096 | 0.067 | 0.032 | 0.294 |
| PAY_JUN | -0.308 | 0.151 | -0.081 | 0.518 | 0.712 | 0.800 | 1.000 | 0.822 | 0.731 | 0.511 | 0.557 | 0.618 | 0.592 | 0.560 | 0.532 | 0.183 | 0.244 | 0.067 | 0.142 | 0.160 | 0.141 | 0.063 | 0.035 | 0.278 |
| PAY_MAY | -0.285 | 0.136 | -0.083 | 0.488 | 0.673 | 0.718 | 0.822 | 1.000 | 0.820 | 0.498 | 0.536 | 0.586 | 0.649 | 0.617 | 0.578 | 0.173 | 0.220 | 0.258 | 0.104 | 0.183 | 0.170 | 0.056 | 0.033 | 0.269 |
| PAY_APR | -0.264 | 0.123 | -0.076 | 0.465 | 0.634 | 0.670 | 0.731 | 0.820 | 1.000 | 0.487 | 0.522 | 0.560 | 0.605 | 0.667 | 0.629 | 0.176 | 0.198 | 0.236 | 0.282 | 0.139 | 0.196 | 0.047 | 0.030 | 0.249 |
| BILL_AMT_SEPT | 0.055 | 0.094 | 0.001 | 0.316 | 0.570 | 0.523 | 0.511 | 0.498 | 0.487 | 1.000 | 0.911 | 0.857 | 0.807 | 0.769 | 0.734 | 0.501 | 0.471 | 0.439 | 0.441 | 0.424 | 0.409 | 0.026 | 0.017 | 0.031 |
| BILL_AMT_AUG | 0.050 | 0.092 | 0.001 | 0.331 | 0.550 | 0.587 | 0.557 | 0.536 | 0.522 | 0.911 | 1.000 | 0.908 | 0.848 | 0.803 | 0.765 | 0.635 | 0.496 | 0.467 | 0.460 | 0.448 | 0.428 | 0.033 | 0.012 | 0.031 |
| BILL_AMT_JUL | 0.062 | 0.080 | 0.002 | 0.316 | 0.517 | 0.556 | 0.618 | 0.586 | 0.560 | 0.857 | 0.908 | 1.000 | 0.903 | 0.848 | 0.804 | 0.549 | 0.637 | 0.491 | 0.487 | 0.476 | 0.457 | 0.018 | 0.012 | 0.000 |
| BILL_AMT_JUN | 0.074 | 0.068 | -0.004 | 0.308 | 0.496 | 0.530 | 0.592 | 0.649 | 0.605 | 0.807 | 0.848 | 0.903 | 1.000 | 0.903 | 0.848 | 0.511 | 0.554 | 0.633 | 0.506 | 0.503 | 0.480 | 0.026 | 0.014 | 0.019 |
| BILL_AMT_MAY | 0.082 | 0.059 | -0.001 | 0.300 | 0.477 | 0.506 | 0.560 | 0.617 | 0.667 | 0.769 | 0.803 | 0.848 | 0.903 | 1.000 | 0.902 | 0.481 | 0.514 | 0.548 | 0.646 | 0.524 | 0.508 | 0.021 | 0.015 | 0.017 |
| BILL_AMT_APR | 0.089 | 0.055 | -0.000 | 0.290 | 0.458 | 0.483 | 0.532 | 0.578 | 0.629 | 0.734 | 0.765 | 0.804 | 0.848 | 0.902 | 1.000 | 0.455 | 0.486 | 0.518 | 0.569 | 0.666 | 0.528 | 0.026 | 0.016 | 0.022 |
| PAY_AMT_SEPT | 0.274 | -0.043 | 0.033 | -0.098 | 0.018 | 0.214 | 0.183 | 0.173 | 0.176 | 0.501 | 0.635 | 0.549 | 0.511 | 0.481 | 0.455 | 1.000 | 0.511 | 0.518 | 0.485 | 0.467 | 0.454 | 0.000 | 0.031 | 0.027 |
| PAY_AMT_AUG | 0.280 | -0.048 | 0.044 | -0.063 | 0.081 | 0.034 | 0.244 | 0.220 | 0.198 | 0.471 | 0.496 | 0.637 | 0.554 | 0.514 | 0.486 | 0.511 | 1.000 | 0.515 | 0.519 | 0.496 | 0.490 | 0.000 | 0.020 | 0.013 |
| PAY_AMT_JUL | 0.286 | -0.043 | 0.033 | -0.054 | 0.085 | 0.101 | 0.067 | 0.258 | 0.236 | 0.439 | 0.467 | 0.491 | 0.633 | 0.548 | 0.518 | 0.518 | 0.515 | 1.000 | 0.515 | 0.533 | 0.505 | 0.012 | 0.019 | 0.024 |
| PAY_AMT_JUN | 0.285 | -0.044 | 0.040 | -0.034 | 0.093 | 0.117 | 0.142 | 0.104 | 0.282 | 0.441 | 0.460 | 0.487 | 0.506 | 0.646 | 0.569 | 0.485 | 0.519 | 0.515 | 1.000 | 0.533 | 0.546 | 0.000 | 0.030 | 0.022 |
| PAY_AMT_MAY | 0.295 | -0.051 | 0.038 | -0.026 | 0.097 | 0.122 | 0.160 | 0.183 | 0.139 | 0.424 | 0.448 | 0.476 | 0.503 | 0.524 | 0.666 | 0.467 | 0.496 | 0.533 | 0.533 | 1.000 | 0.548 | 0.014 | 0.000 | 0.035 |
| PAY_AMT_APR | 0.319 | -0.054 | 0.039 | -0.045 | 0.080 | 0.096 | 0.141 | 0.170 | 0.196 | 0.409 | 0.428 | 0.457 | 0.480 | 0.508 | 0.528 | 0.454 | 0.490 | 0.505 | 0.546 | 0.548 | 1.000 | 0.013 | 0.000 | 0.028 |
| SEX | 0.074 | 0.029 | 0.091 | 0.059 | 0.071 | 0.067 | 0.063 | 0.056 | 0.047 | 0.026 | 0.033 | 0.018 | 0.026 | 0.021 | 0.026 | 0.000 | 0.000 | 0.012 | 0.000 | 0.014 | 0.013 | 1.000 | 0.032 | 0.039 |
| MARRIAGE | 0.064 | 0.114 | 0.286 | 0.036 | 0.034 | 0.032 | 0.035 | 0.033 | 0.030 | 0.017 | 0.012 | 0.012 | 0.014 | 0.015 | 0.016 | 0.031 | 0.020 | 0.019 | 0.030 | 0.000 | 0.000 | 0.032 | 1.000 | 0.033 |
| default payment next month | 0.157 | 0.072 | 0.048 | 0.422 | 0.340 | 0.294 | 0.278 | 0.269 | 0.249 | 0.031 | 0.031 | 0.000 | 0.019 | 0.017 | 0.022 | 0.027 | 0.013 | 0.024 | 0.022 | 0.035 | 0.028 | 0.039 | 0.033 | 1.000 |
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_SEPT | PAY_AUG | PAY_JUL | PAY_JUN | PAY_MAY | PAY_APR | BILL_AMT_SEPT | BILL_AMT_AUG | BILL_AMT_JUL | BILL_AMT_JUN | BILL_AMT_MAY | BILL_AMT_APR | PAY_AMT_SEPT | PAY_AMT_AUG | PAY_AMT_JUL | PAY_AMT_JUN | PAY_AMT_MAY | PAY_AMT_APR | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 20000 | 2 | 2 | 1 | 24 | 2 | 2 | -1 | -1 | -2 | -2 | 3913 | 3102 | 689 | 0 | 0 | 0 | 0 | 689 | 0 | 0 | 0 | 0 | 1 |
| 1 | 120000 | 2 | 2 | 2 | 26 | -1 | 2 | 0 | 0 | 0 | 2 | 2682 | 1725 | 2682 | 3272 | 3455 | 3261 | 0 | 1000 | 1000 | 1000 | 0 | 2000 | 1 |
| 2 | 90000 | 2 | 2 | 2 | 34 | 0 | 0 | 0 | 0 | 0 | 0 | 29239 | 14027 | 13559 | 14331 | 14948 | 15549 | 1518 | 1500 | 1000 | 1000 | 1000 | 5000 | 0 |
| 3 | 50000 | 2 | 2 | 1 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 46990 | 48233 | 49291 | 28314 | 28959 | 29547 | 2000 | 2019 | 1200 | 1100 | 1069 | 1000 | 0 |
| 4 | 50000 | 1 | 2 | 1 | 57 | -1 | 0 | -1 | 0 | 0 | 0 | 8617 | 5670 | 35835 | 20940 | 19146 | 19131 | 2000 | 36681 | 10000 | 9000 | 689 | 679 | 0 |
| 5 | 50000 | 1 | 1 | 2 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 64400 | 57069 | 57608 | 19394 | 19619 | 20024 | 2500 | 1815 | 657 | 1000 | 1000 | 800 | 0 |
| 6 | 500000 | 1 | 1 | 2 | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 367965 | 412023 | 445007 | 542653 | 483003 | 473944 | 55000 | 40000 | 38000 | 20239 | 13750 | 13770 | 0 |
| 7 | 100000 | 2 | 2 | 2 | 23 | 0 | -1 | -1 | 0 | 0 | -1 | 11876 | 380 | 601 | 221 | -159 | 567 | 380 | 601 | 0 | 581 | 1687 | 1542 | 0 |
| 8 | 140000 | 2 | 3 | 1 | 28 | 0 | 0 | 2 | 0 | 0 | 0 | 11285 | 14096 | 12108 | 12211 | 11793 | 3719 | 3329 | 0 | 432 | 1000 | 1000 | 1000 | 0 |
| 9 | 20000 | 1 | 3 | 2 | 35 | -2 | -2 | -2 | -2 | -1 | -1 | 0 | 0 | 0 | 0 | 13007 | 13912 | 0 | 0 | 0 | 13007 | 1122 | 0 | 0 |
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_SEPT | PAY_AUG | PAY_JUL | PAY_JUN | PAY_MAY | PAY_APR | BILL_AMT_SEPT | BILL_AMT_AUG | BILL_AMT_JUL | BILL_AMT_JUN | BILL_AMT_MAY | BILL_AMT_APR | PAY_AMT_SEPT | PAY_AMT_AUG | PAY_AMT_JUL | PAY_AMT_JUN | PAY_AMT_MAY | PAY_AMT_APR | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 29990 | 140000 | 1 | 2 | 1 | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 138325 | 137142 | 139110 | 138262 | 49675 | 46121 | 6000 | 7000 | 4228 | 1505 | 2000 | 2000 | 0 |
| 29991 | 210000 | 1 | 2 | 1 | 34 | 3 | 2 | 2 | 2 | 2 | 2 | 2500 | 2500 | 2500 | 2500 | 2500 | 2500 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 29992 | 10000 | 1 | 3 | 1 | 43 | 0 | 0 | 0 | -2 | -2 | -2 | 8802 | 10400 | 0 | 0 | 0 | 0 | 2000 | 0 | 0 | 0 | 0 | 0 | 0 |
| 29993 | 100000 | 1 | 1 | 2 | 38 | 0 | -1 | -1 | 0 | 0 | 0 | 3042 | 1427 | 102996 | 70626 | 69473 | 55004 | 2000 | 111784 | 4000 | 3000 | 2000 | 2000 | 0 |
| 29994 | 80000 | 1 | 2 | 2 | 34 | 2 | 2 | 2 | 2 | 2 | 2 | 72557 | 77708 | 79384 | 77519 | 82607 | 81158 | 7000 | 3500 | 0 | 7000 | 0 | 4000 | 1 |
| 29995 | 220000 | 1 | 3 | 1 | 39 | 0 | 0 | 0 | 0 | 0 | 0 | 188948 | 192815 | 208365 | 88004 | 31237 | 15980 | 8500 | 20000 | 5003 | 3047 | 5000 | 1000 | 0 |
| 29996 | 150000 | 1 | 3 | 2 | 43 | -1 | -1 | -1 | -1 | 0 | 0 | 1683 | 1828 | 3502 | 8979 | 5190 | 0 | 1837 | 3526 | 8998 | 129 | 0 | 0 | 0 |
| 29997 | 30000 | 1 | 2 | 2 | 37 | 4 | 3 | 2 | -1 | 0 | 0 | 3565 | 3356 | 2758 | 20878 | 20582 | 19357 | 0 | 0 | 22000 | 4200 | 2000 | 3100 | 1 |
| 29998 | 80000 | 1 | 3 | 1 | 41 | 1 | -1 | 0 | 0 | 0 | -1 | -1645 | 78379 | 76304 | 52774 | 11855 | 48944 | 85900 | 3409 | 1178 | 1926 | 52964 | 1804 | 1 |
| 29999 | 50000 | 1 | 2 | 1 | 46 | 0 | 0 | 0 | 0 | 0 | 0 | 47929 | 48905 | 49764 | 36535 | 32428 | 15313 | 2078 | 1800 | 1430 | 1000 | 1000 | 1000 | 1 |